Data analyst workbench
AI for data analysts who need the numbers to hold up
For Data analysts, BI analysts and reporting teams.
Use AI to sharpen the question, inspect data and challenge explanations, while you keep the definitions, validation and recommendation.
Applicability
Where this guidance applies
Jurisdiction and scope
General professional guidance
The analysis workflow is broadly applicable. Privacy, data governance, sector rules and approval requirements still depend on the organisation and jurisdiction.
Check before acting
- The Australian Bureau of Statistics source is an Australian data-quality reference, not a universal legal standard.
- Provider capabilities can vary by plan, workspace and administrator settings.
Work patterns
Choose the work you are actually doing
Bit changes its opening question, boundary and output with the selected situation.
Analyse and verify
Clarify an ambiguous dashboard request
“What decision will the dashboard support, and which metric definitions are currently agreed rather than assumed?”
- Separate the decision, audience and required level of detail
- Create a metric-definition sheet and expose missing definitions
- Prepare stakeholder questions, an analysis plan and a validation checklist
Human decision
You and the stakeholder agree what each metric means and which measure is fit for the decision.
Useful output
Analysis brief, metric-definition sheet and validation checklistContinue with BitHuman plus AI workflow
Use AI without hiding the responsibility
The same sequence works across the role, while the consequence changes the strength of the checkpoint.
- 01
Define the decision, audience, metric, period and approved sources
- 02
Ask AI to list assumptions and profile data before calculating
- 03
Correct the grain, filters, joins and definitions, then rerun
- 04
Reconcile totals and inspect sample rows, formulas or code
- 05
Test competing explanations and publish only what the evidence supports
Interactive task resolver
The stakeholder wants an occupancy dashboard, but nobody agrees what occupancy means
A visual six-stage resolver that turns a vague dashboard request into a defined, testable and decision-ready analysis brief.
1 · Frame the decision
Start with the decision, not the chart
Situation and input
The request says 'show occupancy by centre'. Before touching the data, establish who will use the dashboard, which decision it should support, the time period and the level at which action can be taken.
Bit prepares
Turn the request into a decision statement, missing-information list and focused stakeholder questions.
You verify and decide
Agree the decision, audience, scope and acceptable level of uncertainty with the stakeholder.
Do not lose this boundary
A dashboard can be technically correct and still useless when the decision, audience or action is undefined.Build the working artefact
Decision statement and stakeholder question setCompact examples
Recognise the pattern without reading another article
Bit carries the detail when the visitor chooses the situation.
Analyse and verify
A new CSV has no data dictionary
Profile the columns, likely grain, missing values and duplicates, then create questions for the source owner.
Boundary
Bit must not invent field meanings or treat a plausible key as confirmed.
Useful output
Data-profile note and source-owner questionsThe decision stays human
Someone must be able to stand behind the result.
You decide what the metric means, whether the data is fit for the decision and which recommendation the evidence earns.
Verification required
- Confirm source, refresh date, coverage, grain, units and definitions
- Reconcile totals and inspect source rows, filters, joins, formulas or code
- Separate verified facts, inference, uncertainty and limitations
Starter brief
Begin with a bounded request
Copy it directly or hand it to Bit to adapt for the selected work.
Help me plan a trustworthy analysis. The request is [request], the decision is [decision] and approved sources are [sources]. Identify missing definitions and data risks first. Propose analysis and validation steps, but do not conclude until I provide verified results.
Sources and evidence
The role guidance is reviewed, not guessed
Provider-documented capabilities with a reviewed Human Bit workflow · Checked 2026-09-10 · review by 2026-10-10.